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   <div id="projectname">Parallel Gaussian Process Regression
   &#160;<span id="projectnumber">1.0.0</span>
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   <div id="projectbrief">The implementation of parallel Gaussian process (GP) regression is based on the following publication: Jie Chen, Nannan Cao, Kian Hsiang Low, Ruofei Ouyang, Colin Keng-Yan Tan &amp; Patrick Jaillet. Parallel Gaussian Process Regression with Low-Rank Covariance Matrix Approximations. In Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence (UAI 2013), Bellevue, WA, Jul 11-15, 2013.</div>
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<a href="#pub-methods">Public Member Functions</a> &#124;
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<p>The <a class="el" href="classpgpr__cov.html" title="The pgpr_cov class provides the informaiton of covariance. ">pgpr_cov</a> class provides the informaiton of covariance.  
 <a href="classpgpr__cov.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="pgpr__cov_8h_source.html">pgpr_cov.h</a>&gt;</code></p>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:addb951bbf66b46728f94c6fab2d9b39a"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#addb951bbf66b46728f94c6fab2d9b39a">pgpr_cov</a> (Char *hypf)</td></tr>
<tr class="memdesc:addb951bbf66b46728f94c6fab2d9b39a"><td class="mdescLeft">&#160;</td><td class="mdescRight">this functions initialized the class with a hyperparameter file  <a href="#addb951bbf66b46728f94c6fab2d9b39a">More...</a><br /></td></tr>
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<tr class="memitem:a0ba2630a7eed0d61906c8e61123e1cac"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a0ba2630a7eed0d61906c8e61123e1cac"></a>
&#160;</td><td class="memItemRight" valign="bottom"><b>pgpr_cov</b> (<a class="el" href="classpgpr__vector.html">Vdoub</a> h, Int d)</td></tr>
<tr class="separator:a0ba2630a7eed0d61906c8e61123e1cac"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aff58711d31434e8c279a2f64dce8cf14"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aff58711d31434e8c279a2f64dce8cf14"></a>
Doub&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard_n</b> (const Doub *x, const Doub *y)</td></tr>
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<tr class="memitem:ae36ecbe015338320c93fb5f81b57c93e"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ae36ecbe015338320c93fb5f81b57c93e"></a>
Doub&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard_n</b> (const VectorXd &amp;x, const VectorXd &amp;y)</td></tr>
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Doub&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const Doub *x, const Doub *y)</td></tr>
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Doub&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const VectorXd &amp;x, const VectorXd &amp;y)</td></tr>
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void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard_n</b> (<a class="el" href="classpgpr__matrix.html">Mdoub</a> a, Int ss, <a class="el" href="classpgpr__matrix.html">Mdoub</a> &amp;k)</td></tr>
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<tr class="memitem:a0010820ae56e75fa83d5b1e7abd0000a"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a0010820ae56e75fa83d5b1e7abd0000a"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard_n</b> (const MatrixXd &amp;a, MatrixXd &amp;k)</td></tr>
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void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const <a class="el" href="classpgpr__matrix.html">Mdoub</a> &amp;a, Int ss, <a class="el" href="classpgpr__matrix.html">Mdoub</a> &amp;k)</td></tr>
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void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const MatrixXd &amp;a, MatrixXd &amp;k)</td></tr>
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void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (<a class="el" href="classpgpr__matrix.html">Mdoub</a> a, Int ssa, <a class="el" href="classpgpr__matrix.html">Mdoub</a> b, Int ssb, <a class="el" href="classpgpr__matrix.html">Mdoub</a> &amp;k)</td></tr>
<tr class="separator:a041ee6574fd91bd9f22c98878e758163"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9685bceefac53c3328235a78ac11ab3a"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a9685bceefac53c3328235a78ac11ab3a"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const MatrixXd &amp;a, const MatrixXd &amp;b, MatrixXd &amp;k)</td></tr>
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<tr class="memitem:a541b1f9166bb931fdf031989674e95b2"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a541b1f9166bb931fdf031989674e95b2"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><b>se_ard</b> (const MatrixXd &amp;a, const vector&lt; VectorXd &gt; &amp;b, MatrixXd &amp;k)</td></tr>
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</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
Public Attributes</h2></td></tr>
<tr class="memitem:aca7d95563680510edbd84957b34da53c"><td class="memItemLeft" align="right" valign="top">Doub&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#aca7d95563680510edbd84957b34da53c">nos</a></td></tr>
<tr class="separator:aca7d95563680510edbd84957b34da53c"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a43428fdb9c6278e5e2be3a4c60967b7b"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classpgpr__vector.html">Vdoub</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#a43428fdb9c6278e5e2be3a4c60967b7b">lsc</a></td></tr>
<tr class="separator:a43428fdb9c6278e5e2be3a4c60967b7b"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a57b97be1a56d01ba78bb58200cc66244"><td class="memItemLeft" align="right" valign="top">Doub&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#a57b97be1a56d01ba78bb58200cc66244">sig</a></td></tr>
<tr class="separator:a57b97be1a56d01ba78bb58200cc66244"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad57517c36c587894616f19bd02025747"><td class="memItemLeft" align="right" valign="top">Doub&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#ad57517c36c587894616f19bd02025747">mu</a></td></tr>
<tr class="separator:ad57517c36c587894616f19bd02025747"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab24ca5303c1a5e6865109a8e1ba32f0f"><td class="memItemLeft" align="right" valign="top">Int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classpgpr__cov.html#ab24ca5303c1a5e6865109a8e1ba32f0f">dim</a></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>The <a class="el" href="classpgpr__cov.html" title="The pgpr_cov class provides the informaiton of covariance. ">pgpr_cov</a> class provides the informaiton of covariance. </p>
</div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
<a class="anchor" id="addb951bbf66b46728f94c6fab2d9b39a"></a>
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      <table class="memname">
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          <td class="memname">pgpr_cov::pgpr_cov </td>
          <td>(</td>
          <td class="paramtype">Char *&#160;</td>
          <td class="paramname"><em>hypf</em></td><td>)</td>
          <td></td>
        </tr>
      </table>
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  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">inline</span></span>  </td>
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<p>this functions initialized the class with a hyperparameter file </p>

</div>
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<h2 class="groupheader">Member Data Documentation</h2>
<a class="anchor" id="ab24ca5303c1a5e6865109a8e1ba32f0f"></a>
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          <td class="memname">Int pgpr_cov::dim</td>
        </tr>
      </table>
</div><div class="memdoc">
<p>the dimension of the features </p>

</div>
</div>
<a class="anchor" id="a43428fdb9c6278e5e2be3a4c60967b7b"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
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          <td class="memname"><a class="el" href="classpgpr__vector.html">Vdoub</a> pgpr_cov::lsc</td>
        </tr>
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</div><div class="memdoc">
<p>vector of the length scale for each dimension </p>

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<a class="anchor" id="ad57517c36c587894616f19bd02025747"></a>
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          <td class="memname">Doub pgpr_cov::mu</td>
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<p>the mean of the data </p>

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<a class="anchor" id="aca7d95563680510edbd84957b34da53c"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
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          <td class="memname">Doub pgpr_cov::nos</td>
        </tr>
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<p>the noise variance of the data </p>

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<a class="anchor" id="a57b97be1a56d01ba78bb58200cc66244"></a>
<div class="memitem">
<div class="memproto">
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          <td class="memname">Doub pgpr_cov::sig</td>
        </tr>
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<p>the signal variance of the data </p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>src/<a class="el" href="pgpr__cov_8h_source.html">pgpr_cov.h</a></li>
</ul>
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